{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Matplotlib 画图种类\n",
    "\n",
    "首先导入matplot和numpy："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 一、散点图 Scatter"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`plt.scatter(x,y,s=75,c=T,alpha=0.5)`\n",
    "\n",
    "**参数：**\n",
    "\n",
    "`x,y` - 散点坐标\n",
    "\n",
    "`s,c,alpha` - 散点大小，颜色，透明度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 产生数据\n",
    "n = 150   # data size\n",
    "X = np.random.normal(0, 1, n) # 每一个点的X值\n",
    "Y = np.random.normal(0, 1, n) # 每一个点的Y值\n",
    "T = np.arctan2(Y,X) # 颜色值\n",
    "# 绘图\n",
    "plt.scatter(X,Y,s=75,c=T,alpha=0.5)\n",
    "plt.xticks(())  # ignore xticks\n",
    "plt.yticks(())  # ignore yticks\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 二、柱状图 Bar\n",
    "\n",
    "`plt.bar(X, Y, facecolor='#9999ff', edgecolor='white')`\n",
    "\n",
    "**参数：**\n",
    "\n",
    "`X` - 对应每个柱形中间的x坐标\n",
    "\n",
    "`Y` - 每个柱形高度\n",
    "\n",
    "`facecolor` - 填充颜色\n",
    "\n",
    "`edgecolor` - 边框颜色"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 产生数据\n",
    "X = np.arange(10)\n",
    "Y1 = (1 - X/10.0) * np.random.uniform(0.5,1,10)\n",
    "Y2 = (1 - X/10.0) * np.random.uniform(0.5,1,10)\n",
    "\n",
    "plt.bar(X,Y)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 自定义颜色，添加标注\n",
    "plt.bar(X, +Y1, facecolor='#9999ff', edgecolor='white')\n",
    "plt.bar(X, -Y2, facecolor='#ff9999', edgecolor='white')\n",
    "# 刻度设置\n",
    "plt.ylim(-1.25,1.25)\n",
    "plt.xticks(())\n",
    "plt.yticks(())\n",
    "# 标注数字\n",
    "for x, y in zip(X, Y1):\n",
    "    # ha: horizontal alignment\n",
    "    # va: vertical alignment\n",
    "    plt.text(x , y + 0.05, '%.2f' % y, ha='center', va='bottom')\n",
    "\n",
    "for x, y in zip(X, Y2):\n",
    "    plt.text(x , -y - 0.05, '%.2f' % y, ha='center', va='top')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 三、等高线图 Contours\n",
    "\n",
    "### 1. 颜色填充等高线图\n",
    "\n",
    "`plt.contourf(X, Y, height, 8, alpha=0.75, cmap=plt.cm.hot)`\n",
    "\n",
    "**参数：**\n",
    "\n",
    "`X,Y` - 坐标的网格，meshgrid后得到的\n",
    "\n",
    "`height` - 高度的网格\n",
    "\n",
    "`8` - 要划分的层次数量\n",
    "\n",
    "`alpha` - 透明度\n",
    "\n",
    "`cmap=plt.cm.hot` - 将高度值对应到暖色组中找颜色，等效于传入`cmap='hot'`\n",
    "\n",
    "### 2. 边线等高线图\n",
    "\n",
    "`C = plt.contour(X, Y, height, 8, colors='black')`\n",
    "\n",
    "**参数：**\n",
    "\n",
    "`colors` - 等高线的颜色\n",
    "\n",
    "### 3. 添加高度数字\n",
    "\n",
    "`plt.clabel(C, inline=True, fontsize=10)`\n",
    "\n",
    "**参数：**\n",
    "\n",
    "`C` - 等高线图句柄\n",
    "\n",
    "`inline` - 是否将数字嵌在线中"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXYAAAD8CAYAAABjAo9vAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x207a69b2240>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 高度函数\n",
    "def height(x,y):\n",
    "    return  (1 - x / 2 + x**5 + y**3) * np.exp(-x**2 -y**2)\n",
    "# 产生数据\n",
    "n = 256\n",
    "x = np.linspace(-3, 3, n)\n",
    "y = np.linspace(-3, 3, n)\n",
    "X,Y = np.meshgrid(x, y)  # 将x，y坐标编制成二维栅格\n",
    "# 颜色填充\n",
    "plt.contourf(X, Y, height(X, Y), 8, alpha=.75, cmap=plt.cm.hot)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXYAAAD8CAYAAABjAo9vAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nOY7jdAxP7BzHcTqGJ3aO4zgd8/8Fnzcue8TixgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x207a6d68668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 只画线\n",
    "C = plt.contour(X, Y, height(X,Y), 8, colors='black')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXYAAAD8CAYAAABjAo9vAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\npUDE++e+1QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x207a81552b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 综合\n",
    "plt.contourf(X, Y, height(X, Y), 8, alpha=.75, cmap=plt.cm.hot)\n",
    "C = plt.contour(X, Y, height(X,Y), 8, colors='black')\n",
    "plt.clabel(C, inline=True, fontsize=10)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 四、图片 Image\n",
    "\n",
    "### 1. 显示图片 imshow\n",
    "\n",
    "[官网介绍](https://matplotlib.org/api/_as_gen/matplotlib.pyplot.imshow.html?highlight=imshow#matplotlib.pyplot.imshow)\n",
    "\n",
    "`plt.imshow(a, interpolation='nearest', cmap='bone', origin='lower')`\n",
    "\n",
    "**参数：**\n",
    "\n",
    "`a` - 一个图像矩阵\n",
    "\n",
    "`cmap` - 色谱\n",
    "\n",
    "`interpolation` - 插补方式（可选）\n",
    "\n",
    "`origin` - 数据的第一行对应图像的上upper，或下lower（可选）\n",
    "\n",
    "### 2. 色条 colorbar\n",
    "\n",
    "`plt.colorbar(shrink=.92)`\n",
    "\n",
    "**作用：**在图像右边添加一对比色条。\n",
    "\n",
    "** 参数：**\n",
    "\n",
    "`shrink` - 色条缩短的百分数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAT0AAAD8CAYAAAAFWHM4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nkl5ENMr/B2ee2FyPTg0VAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x207a84ee3c8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "a = np.array([0.313660827978, 0.365348418405, 0.423733120134,\n",
    "              0.365348418405, 0.439599930621, 0.525083754405,\n",
    "              0.423733120134, 0.525083754405, 0.651536351379]).reshape(3,3)\n",
    "plt.imshow(a, interpolation='nearest', cmap='viridis', origin='lower')\n",
    "plt.colorbar(shrink=0.8)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 五、3D数据\n",
    "\n",
    "### 1. 添加模块 Axes3D\n",
    "首先在进行 3D Plot 时除了导入 `matplotlib`，还要额外添加一个模块，即 `Axes 3D` 3D 坐标轴显示。\n",
    "\n",
    "`axes = Axes3D(fig)`\n",
    "\n",
    "**作用：**在图像fig中添加z轴"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcUAAAE1CAYAAACWU/udAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYDC+hgVFBoPBYDC+hgVFBoPBYDC+5v8BsP9xkH/7ntQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x207a6db0978>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "# 添加z轴\n",
    "fig = plt.figure()\n",
    "ax = Axes3D(fig)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.  绘制三维曲面\n",
    "\n",
    "[官方参考](https://matplotlib.org/api/_as_gen/mpl_toolkits.mplot3d.axes3d.Axes3D.html?highlight=plot_surface#mpl_toolkits.mplot3d.axes3d.Axes3D.plot_surface)\n",
    "\n",
    "`ax.plot_surface(X, Y, Z, rstride=1, cstride=1, cmap='rainbow')`\n",
    "\n",
    "**参数：**\n",
    "\n",
    "`X,Y,Z` - 坐标网格\n",
    "\n",
    "`rstride, cstride` - row和col方向的采样步幅\n",
    "\n",
    "### 3. 投影 （使用三维等高线图Contourf）\n",
    "\n",
    "[官方参考](https://matplotlib.org/api/_as_gen/mpl_toolkits.mplot3d.axes3d.Axes3D.html?highlight=contourf#mpl_toolkits.mplot3d.axes3d.Axes3D.contourf)\n",
    "\n",
    "`ax.contourf(X, Y, Z, zdir='z', offset=-2, cmap=plt.get_cmap('rainbow'))`\n",
    "\n",
    "**参数：**\n",
    "\n",
    "`zdir` - 投影方向\n",
    "\n",
    "`offset=-2` - 投影在`z=-2`的平面上"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcUAAAE1CAYAAACWU/udAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nwPR7P1dOAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x207a89a9a90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 添加z轴\n",
    "fig = plt.figure()\n",
    "ax = Axes3D(fig)\n",
    "# 生成数据\n",
    "X = np.arange(-4, 4, 0.25)\n",
    "Y = np.arange(-4, 4, 0.25)\n",
    "X, Y = np.meshgrid(X, Y)    # x-y 平面的网格\n",
    "R = np.sqrt(X ** 2 + Y ** 2)\n",
    "Z = np.sin(R)\n",
    "# 绘制三维曲面\n",
    "ax.plot_surface(X, Y, Z, rstride=1, cstride=1, cmap='rainbow')\n",
    "# 投影\n",
    "ax.contourf(X, Y, Z, zdir='z', offset=-2, cmap='rainbow')\n",
    "ax.set_zlim(-2,1)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [default]",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
